中文版 | English
题名

Assessment of human pelvic ring a CT-based statistical shape model of anatomical Principal Variations

作者
通讯作者Su, Xiuyun; Pei, Guoxian
DOI
发表日期
2023
会议名称
2nd International Conference on Health Big Data and Intelligent Healthcare, ICHIH 2023
ISBN
9798350309324
会议录名称
页码
141-145
会议日期
October 27, 2023 - October 29, 2023
会议地点
Hybrid, Zhuhai, China
出版者
摘要
To construct a three-dimensional statistical shape model of the pelvis and investigate its three-dimensional morphological changes. We collected CT data from 201 Chinese individuals and used deep learning to reconstruct three-dimensional models of the pelvis automatically. Through three-dimensional model registration, dense correspondence mesh mapping, and the use of statistical shape modeling (SSM) and principal component (PC) analysis methods, we extracted models of variations (MoVs) of pelvic shape changes and statistically compared the shape MoVs between males and females. We analyzed the top 10 principal components of shape variations, which accounted for 86.1% of the total variability. Among them, PC1, PC2, and PC4 showed significant differences between genders (p-values of 0.000, 0.000, and 0.010), accounting for a total variability of 60.1%. PC8 and PC10 demonstrated pelvic asymmetry, accounting for a total variability of 3.8%. We constructed a three-dimensional statistical shape model of the pelvis in Chinese individuals, deepening our understanding of anatomical variations in pelvic morphology. This model can also be further applied in anatomy education and implant design.

© 2023 IEEE.

关键词
学校署名
第一 ; 通讯
语种
英语
相关链接[IEEE记录]
收录类别
EI入藏号
20240715550929
EI主题词
Computerized Tomography ; Deep Learning ; Medical Imaging ; Statistics ; Three Dimensional Computer Graphics
EI分类号
Biomedical Engineering:461.1 ; Ergonomics And Human Factors Engineering:461.4 ; Data Processing And Image Processing:723.2 ; Computer Applications:723.5 ; Imaging Techniques:746 ; Mathematical Statistics:922.2
来源库
EV Compendex
全文链接https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10396576
引用统计
成果类型会议论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/706506
专题南方科技大学医院
作者单位
1.Southern University of Science and Technology Hospital, Shenzhen, China
2.The Hong Kong Polytechnic University, Department of Chinese and Bilingual Studies, Hongkong, Hong Kong
第一作者单位南方科技大学医院
通讯作者单位南方科技大学医院
第一作者的第一单位南方科技大学医院
推荐引用方式
GB/T 7714
He, Jie,Guo, Zhexiao,Su, Xiuyun,et al. Assessment of human pelvic ring a CT-based statistical shape model of anatomical Principal Variations[C]:Institute of Electrical and Electronics Engineers Inc.,2023:141-145.
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